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# ECTSum: A New Benchmark Dataset For Bullet Point Summarization of Long Earnings Call Transcripts |
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Long Paper Accepted at the <b> EMNLP 2022 Main Conference! </b> <br /> |
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<li> Paper: https://aclanthology.org/2022.emnlp-main.748/ </li> |
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<li> Poster: https://rajdeep345.github.io/files/pdf/research/ECTSum_EMNLP2022_Poster.pdf </li> |
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<li> Pre-recorded Video: https://drive.google.com/file/d/1DW2i2ApgiE6V7ViiayX5zdJSRXdAEbsy/view </li> |
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## Dataset |
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The <b> <i> ECTSum </b> </i> dataset can be found under the `data` folder. |
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## Codes |
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Codes and instructions for our proposed model <b> <i> ECT-BPS </b> </i> can be found under `codes/ECT-BPS` <br /> |
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Codes and instructions for our baseline models can be found under `codes/baselines` |
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## Data Preparation for ECT-BPS |
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### Preparing the data for training the <i> Extractive Module </i> |
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#### Imports |
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`pip install sentence-transformers` </br> |
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`pip install num2words` </br> |
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`pip install word2number` </br> |
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#### Prepare the data |
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`python prepare_data_ectbps_ext.py` |
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#### Data Location |
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The data is saved at `codes/ECT-BPS/ectbps_ext/data/`. </br> |
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Processed data is already uploaded at this location. |
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### Preparing the data for training the <i> Paraphrasing Module </i> |
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#### Imports |
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`pip install sentence-transformers` </br> |
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`pip install num2words` </br> |
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`pip install word2number` </br> |
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#### Prepare the data |
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`python prepare_data_ectbps_para.py` |
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#### Data Location |
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The data is saved at `codes/ECT-BPS/ectbps_para/data/para/`. </br> |
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Processed data is already uploaded at this location. |
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#### Prepare the data with numericals masked |
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`python prepare_data_ectbps_para_mask.py` |
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#### Data Location |
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The data is saved at `codes/ECT-BPS/ectbps_para/data/para_mask/`. </br> |
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Processed data is already uploaded at this location. |
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## Updates |
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<li> 1st November 2022 - ECTSum Dataset released </li> |
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<li> 30th November 2022 - Codes and Instructions released for training the Extractive Module of ECT-BPS </li> |
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<li> 3rd March 2023 - Added the Prediction Pipeline for the Extractive module. </li> |
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<li> 5th March 2023 - Codes released to prepare the data for training the Paraphrasing Module </li> |
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<li> 7th March 2023 - Codes released to train the Paraphrasing Module of ECT-BPS</li> |
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<li> 8th March 2023 - Google Colab Notebook released for training and testing the Paraphrasing Module </li> |
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